{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.51953125, \"detail\": {\"landmarks\": []}}, {\"name\": \"building_street\", \"score\": 0.41796875, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\"], \"accentColor\": \"186FB3\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"building\", \"city\", \"water\", \"boat\", \"river\", \"large\", \"background\", \"ship\", \"body\", \"view\", \"bridge\", \"sitting\", \"lake\", \"tower\", \"tall\", \"bus\", \"clock\", \"ocean\", \"docked\", \"blue\"], \"captions\": [{\"text\": \"a large body of water with a city in the background\", \"confidence\": 0.8151661417966558}]}, \"requestId\": \"6eabb4ce-8543-4e98-8002-b2d5b21e9851\", \"metadata\": {\"height\": 423, \"width\": 343, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://api-linn.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"50cf53d569fa40ddb96a7b8ce68093a0\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603378544874&di=6a5b18d63a8db214393572d1b72ed809&imgtype=0&src=http%3A%2F%2Fimg0.imgtn.bdimg.com%2Fit%2Fu%3D2059882080%2C3277594818%26fm%3D214%26gp%3D0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'building_', 'score': 0.6484375, 'detail': {'landmarks': []}}, {'name': 'outdoor_', 'score': 0.0234375, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Blue', 'dominantColorBackground': 'Blue', 'dominantColors': ['Blue', 'Black'], 'accentColor': '0E4B91', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['water', 'outdoor', 'river', 'building', 'clock', 'city', 'large', 'body', 'bridge', 'view', 'boat', 'tower', 'lake', 'tall', 'green', 'colorful', 'train', 'flying', 'blue'], 'captions': [{'text': 'a large body of water with a city in the background', 'confidence': 0.885956381969993}]}, 'requestId': '1b96ce47-0965-4045-853d-1e4a69e8aa1b', 'metadata': {'height': 274, 'width': 182, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"OIP.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://api-computervvsion-cyl.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://upload.wikimedia.org/wikipedia/commons/9/94/Bloodhound_Puppy.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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